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Limits of Artificial Intelligence •
“Strong” Artificial Intelligence • Computers thinking at a level that meets or surpasses people • Computers engaging in abstract reasoning & thinking • This is not what we have today • There is no evidence that we are close to Strong AI • “Weak” Pattern-Based Artificial Intelligence • Computers solve problems by detecting useful patterns • Pattern-based AI is an Extremely powerful tool • Has been used to automate many processes today • Driving, language translation • This is the dominant mode of AI today ✔ ✘

Machine Learning (Pattern based) •
Machine Learning (ML) • Algorithms find patterns in data and infer rules on their own • ”Learn” from data and improve over time • These patterns can be used for automation or prediction • ML is the dominant mode of AI today

Spam or Wanted Email? System
detects patterns in Email About likely markers of spam Detected Pattern Emails with “Earn Cash” More likely to be spam email Can use such detected patterns to make automated decisions about future emails Example: Email Spam Filter “Earn Cash” “Earn Cash” detected in 10% of Spam emails 0% of wanted emails

Identification Improves Algorithm improves in
performance In auto-identifying spam As it is able to examine more data And find additional indicia of spam Algorithm is “learning” over time from additional examples Example: Email Spam Filter “Free” Probability of Spam Contains “Free” 70% Spam Contains “Earn Cash” 90% Spam From Belarus 85% Spam

For some (not all) complex
tasks Requiring intelligence Intelligent Results Without Intelligence Can get “intelligent” automated results without intelligence By finding suitable Proxies or Patterns